Salesforce Flows can be invoked from REST API. Flow API Name should be used in the end point /services/data/vxx.0/actions/custom/flow/Flow_API_Name to call it.
Check the following example:
Sample Flow:
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This is a very good solution . is there a way we can send a response back to the caller?
Yes. Output Variable declared in the Flow will be sent as the response back.